{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 随机采样数据的傅里叶插值\n",
    "\n",
    "与前面展示的均匀网格数据采集不同，我们这里想探索对于随机采样的数据进行傅里叶插值会发生什么。\n",
    "相比与栅格化的原始数据，名义上来说不会再有一个最大的 Gmax 来限制倒格矢的选择。\n",
    "这个额外的自由度可能会为我们进行数据插值提供新的思考。\n",
    "然而结果却并不尽如人意，这里有几个问题：\n",
    "随机的采样点无法保证严格地正交性，即\n",
    "\n",
    "$$ H_G = \\sum_r e^{i(\\vec{G}-\\vec{G_i}) \\cdot \\vec{r}} \\neq 0 $$\n",
    "\n",
    "当 r 能够等分地遍布整个空间时，会有 $ H_G = 0 $ ;\n",
    "\n",
    "当 r 仅是随机采点时，我们只能保证统计意义上的 $ H_G \\approx 0 $ ，即统计意义下的“正交性”;\n",
    "\n",
    "当 r 只能取收限制的部分空间时，情况会变得更加糟糕，$ H_G $ 会出现不可控的确定值，严重破坏正交性。\n",
    "\n",
    "这里我们可以看到，即使我们这里随机采样了 200 个点，插值结果仍然不如之前 10*7=70\n",
    "个栅格点所得到的插值结果。\n",
    "\n",
    "此外，我们还需要考虑随机采点带来的噪声，这里我们还需要噪声的过滤，进一步阻碍我们获得稳定的插值结果。\n",
    "\n",
    "当然，一般地非栅格化数据，scipy 和 matplotlib 都有提供相应的插值策略，其稳定性更好，操作也是更加便捷的，\n",
    "应该是此类问题的实用性解决思路。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 公式推演\n",
    "\n",
    "$$ V(\\vec{r}) = \\sum_G c_G \\cdot e^{i\\vec{G} \\cdot \\vec{r}} $$\n",
    "\n",
    "$$ \\sum_r V(\\vec{r}) \\cdot e^{-i\\vec{G_i} \\cdot \\vec{r}} = \\sum_r \\sum_G c_G \\cdot e^{i\\vec{G} \\cdot \\vec{r}} \\cdot e^{-i\\vec{G_i} \\cdot \\vec{r}} = \\sum_G c_G \\sum_r e^{i(\\vec{G}-\\vec{G_i}) \\cdot \\vec{r}} $$\n",
    "\n",
    "$$\n",
    "\\begin{bmatrix}\n",
    "\\sum_r e^{i(\\vec{G_1}-\\vec{G_1}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_2}-\\vec{G_1}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_3}-\\vec{G_1}) \\cdot \\vec{r}} & \\cdots &\n",
    "\\sum_r e^{i(\\vec{G_N}-\\vec{G_1}) \\cdot \\vec{r}} \\\\\n",
    "\\sum_r e^{i(\\vec{G_1}-\\vec{G_2}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_2}-\\vec{G_2}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_3}-\\vec{G_2}) \\cdot \\vec{r}} & \\cdots &\n",
    "\\sum_r e^{i(\\vec{G_N}-\\vec{G_2}) \\cdot \\vec{r}} \\\\\n",
    "\\sum_r e^{i(\\vec{G_1}-\\vec{G_3}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_2}-\\vec{G_3}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_3}-\\vec{G_3}) \\cdot \\vec{r}} & \\cdots &\n",
    "\\sum_r e^{i(\\vec{G_N}-\\vec{G_3}) \\cdot \\vec{r}} \\\\\n",
    "\\vdots & \\vdots & \\vdots & \\ddots & \\vdots \\\\\n",
    "\\sum_r e^{i(\\vec{G_1}-\\vec{G_N}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_2}-\\vec{G_N}) \\cdot \\vec{r}} &\n",
    "\\sum_r e^{i(\\vec{G_3}-\\vec{G_N}) \\cdot \\vec{r}} & \\cdots &\n",
    "\\sum_r e^{i(\\vec{G_N}-\\vec{G_N}) \\cdot \\vec{r}} \\\\\n",
    "\\end{bmatrix}\n",
    "\\begin{bmatrix}\n",
    "c_{G_1} \\\\ c_{G_2} \\\\ c_{G_3} \\\\ \\vdots \\\\ c_{G_N}\n",
    "\\end{bmatrix}\n",
    "=\n",
    "\\begin{bmatrix}\n",
    "\\sum_r V(\\vec{r}) e^{-i\\vec{G_1} \\cdot \\vec{r}} \\\\\n",
    "\\sum_r V(\\vec{r}) e^{-i\\vec{G_2} \\cdot \\vec{r}} \\\\\n",
    "\\sum_r V(\\vec{r}) e^{-i\\vec{G_3} \\cdot \\vec{r}} \\\\ \\vdots \\\\\n",
    "\\sum_r V(\\vec{r}) e^{-i\\vec{G_N} \\cdot \\vec{r}} \\\\\n",
    "\\end{bmatrix}\n",
    "$$\n",
    "\n",
    "显然，这会得到一个关于 $ c_G $ 的方程组，理论上来说应该严格求解这个线性方程组。\n",
    "如果 r 等分地遍布整个倒空间，则\n",
    "\n",
    "$$ \\sum_r e^{i(\\vec{G_j}-\\vec{G_i}) \\cdot \\vec{r}} = N_r \\delta_{ji} $$\n",
    "\n",
    "$$ \\frac{1}{N_r} \\sum_r e^{i(\\vec{G_j}-\\vec{G_i}) \\cdot \\vec{r}} = \\delta_{ji} $$\n",
    "\n",
    "此时，上面的线性方程组变成一个简单的对角阵，因此我们可以直接获得 $ c_G $ 的值；\n",
    "如果 r 不是栅格化的，理论上来说就需要求解一个复杂的线性方程组。我们注意到它的一些特殊地方：\n",
    "这个方程组的系数矩阵的共轭转置等于它本身，即自共轭矩阵，或者 Hermite 阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import product\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.tri as tri\n",
    "\n",
    "import numpy as np\n",
    "from numpy import fft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f52367dc100>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "M, N = 100,70\n",
    "\n",
    "x = np.arange(M)/M\n",
    "y = np.arange(N)/N\n",
    "gridx, gridy = np.meshgrid(x, y)\n",
    "\n",
    "fx = lambda _x, _y:\\\n",
    "    np.exp(-((_x-15/40)**2+(_y-5/30)**2)/0.1)\\\n",
    "    + 0.8*np.exp(-((_x-35/40)**2+(_y-20/30)**2)/0.05)\n",
    "\n",
    "fxi = lambda _xi, _yi:\\\n",
    "    sum(fx(_xi+x_shift, _yi+y_shift) for x_shift, y_shift in product([-1,0,1], repeat=2))\n",
    "\n",
    "# zi = fx(xi/umax, yi/vmax)\n",
    "# zi = sum(fx(xi+x_shift, yi+y_shift) for x_shift, y_shift in product([-1,0,1], repeat=2))\n",
    "gridz = fxi(gridx, gridy)\n",
    "plt.imshow(gridz, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(114514)\n",
    "npts = 200\n",
    "x = np.random.uniform(0, 1, npts)\n",
    "y = np.random.uniform(0, 1, npts)\n",
    "z = fxi(x, y)\n",
    "fig, (ax0, ax1, ax2) = plt.subplots(nrows=3, )\n",
    "fig.set_size_inches(5, 10)\n",
    "\n",
    "## --------------------------------\n",
    "ax0.contour(gridx, gridy, gridz, levels=14, linewidths=0.5, colors='k')\n",
    "cntr0 = ax0.contourf(gridx, gridy, gridz, levels=14)\n",
    "\n",
    "fig.colorbar(cntr0, ax=ax0)\n",
    "ax1.set(xlim=(0, 1), ylim=(0, 1))\n",
    "ax1.set_title('Original')\n",
    "\n",
    "# -----------------------\n",
    "# Interpolation on a grid\n",
    "# -----------------------\n",
    "# A contour plot of irregularly spaced data coordinates\n",
    "# via interpolation on a grid.\n",
    "\n",
    "xi = np.linspace(0, 1, M)\n",
    "yi = np.linspace(0, 1, N)\n",
    "\n",
    "triang = tri.Triangulation(x, y)\n",
    "interpolator = tri.LinearTriInterpolator(triang, z)\n",
    "Xi, Yi = np.meshgrid(xi, yi)\n",
    "zi = interpolator(Xi, Yi)\n",
    "\n",
    "ax1.contour(xi, yi, zi, levels=14, linewidths=0.5, colors='k')\n",
    "cntr1 = ax1.contourf(xi, yi, zi, levels=14)\n",
    "\n",
    "fig.colorbar(cntr1, ax=ax1)\n",
    "ax1.plot(x, y, 'ko', ms=3)\n",
    "ax1.set(xlim=(0, 1), ylim=(0, 1))\n",
    "ax1.set_title('grid and contour (%d points, %d grid points)' %\n",
    "              (npts, M * N))\n",
    "\n",
    "# ----------\n",
    "# Tricontour\n",
    "# ----------\n",
    "# Directly supply the unordered, irregularly spaced coordinates\n",
    "# to tricontour.\n",
    "\n",
    "ax2.tricontour(x, y, z, levels=14, linewidths=0.5, colors='k')\n",
    "cntr2 = ax2.tricontourf(x, y, z, levels=14)\n",
    "\n",
    "fig.colorbar(cntr2, ax=ax2)\n",
    "ax2.plot(x, y, 'ko', ms=3)\n",
    "ax2.set(xlim=(0, 1), ylim=(0, 1))\n",
    "ax2.set_title('tricontour (%d points)' % npts)\n",
    "\n",
    "plt.subplots_adjust(hspace=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f5233cd3430>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vWphf/Qd5ZoCIiMjuWAwQERHZHIsBIiIim8vPPgMBwZgXisz0IRitXSqv67OPAJGlqEMK1Kjj3j9FfxFfPRf//6eAM/5Cv5m79Ulh/PGvDhncOc/ov2yxi5q5E+BoTKzL9N0HYyXbL8IoBn/8NDN3QDSM3SAu4ztNxvTziOq3kPSdKS0qzz4OERERJYrFABERkc2xGCAiIrI5FgNEREQ2l5cdCBWHCkWN1DkiMT1ksjHAEBFZnr84ACmO6nEWM+hM7CBEAACDwXDUc/E92wJGdzeMYbZjW1ynOLOpKsmUZthRz0wnxmQHUTLZidFocKeAM6bTn8G6dHcf1BrGT/IXxayrKNKLUcSgR2MO45kBIiIim2MxQEREZHMsBoiIiGyOxQAREZHN5WUHQvEHIBLpbaI49DWP6ZGj2IHQ2pIdIVK3XJ7deowmRoHuKzHlA32yOHuhQaexkfjv0EixwfdQ1U9znDcYzdBgVELDOyWauTOf2ZEEzeRDM4eJyRiSvkui0arU+JVJ7J0mDToLjkwbjptW+Elh3LTY7VXUGWnjH2QHQiIiIsojLAaIiIhsjsUAERGRzbEYICIisrm87ECoFDmhqC7t9UjnR7r5jtLS+IWKi+KnpfsWxnaUkk5/CSxnIHp0SoX1MEWp3jWEgoLId+L9FU7d/II+oyEC4yfFjlwXnDh+LzxxGNzW2KADXNyoeiZH/0t6JEEznQMn0hc3Zv2GnRrN3MoZ8R0GFYMOns6u+M6CYjBCpGPWOd3rY9/6jfa8ty+AqVsMYspRzIREREQ2x2KAiIjI5ixZDDQ2NmLu3LkoKipCbW0tDh06lO2QiMjimDeIkme5PgMvvPAC1q1bh23btqG2thZbt27F4sWL0d7ejpkzZ5pax/Y9/zdKSyJ1zo0XXaVvUGjwsf0GA0goBrVS7LVrs9et2f8gM8ToQql+Owd6+iPPZSjdEVEGpCJvAMAH/+yCWhTpbzTn5RHd/NNXx+eEkckGA98446c5+mMGPzO4A6LRXfgMr58nmzpMDESUdFYye9dCE30SDAdaMhtYbIoujl+ZEjAY8MkV/waBPpfu9Y9Of1V7Pnh2GMD/azIo67PcmYHHHnsMd955J+644w78wz/8A7Zt24ZJkybh6aefznZoRGRRzBtEE2OpYmBoaAhtbW3wer3aNFVV4fV60dLSEtd+cHAQvb29ugcR2UuieQNg7iCKZali4JNPPoHf70d5ebluenl5OXw+X1z7hoYGuN1u7VFZWZmpUInIIhLNGwBzB1Esy/UZSMQDDzyAdevWaa97enpQVVWF3rP6a0QjMdeFja4XQTG6mGZUKyXZZ8DoQpkt+wwkux1MLmeiz4BEfR9GZDg0zY77wr5Gyx2BgQFdu5ERfZ8B/0B836KAwdgAAYPvpjIwfp8B0zdRS9XYADDoM2B2vIAkxzowFetEbnAUsw2Nxm6I3RcAEDDIAQFVv7+D/QSChvrzK3dYqhiYMWMGHA4Hurq6dNO7urrg8Xji2rtcLrhckQ4e4VN9c776QUzLmE4e50Ck09fXB7fbne0wKAmJ5g1g9Nzx0f9+WNfuZOyCr044XMphvzCYli+5w1LFgNPpRE1NDZqbm7F8+XIAQCAQQHNzM9auXTvu8hUVFejs7ERJSQn6+vpQWVmJzs5OlBqNOGhhvb29jD1DRAR9fX2oqKjIdiiUpInmDSCSO0QEVVVVOfP9jZZrx160XIw933KHpYoBAFi3bh1WrlyJyy+/HAsXLsTWrVvR39+PO+64Y9xlVVXF7NmzAQBK6LR/aWlpzny5YjH2zMiHqt7uJpI3gEjuCJ8hyKXvbyzGnjn5lDssVwx861vfwscff4yNGzfC5/NhwYIF2L17d1znICKiMOYNoolRJF96P8To7e2F2+1GT09PTlWaAGMnypZc/v4ydpoIS/20MJVcLhc2bdqk6ySUKxg7UXbk8veXsdNE5O2ZASIiIjInb88MEBERkTksBoiIiGyOxQAREZHNsRggIiKyubwsBhobGzF37lwUFRWhtrYWhw4dynZIcV577TUsXboUFRUVUBQFO3fu1M0XEWzcuBGzZs1CcXExvF4vTpw4kZ1gYzQ0NOCKK65ASUkJZs6cieXLl6O9vV3XZmBgAPX19Zg+fTqmTJmCFStWxA0XS2Q1zB3pw7xhbXlXDLzwwgtYt24dNm3ahL/+9a+YP38+Fi9ejDNnzmQ7NJ3+/n7Mnz8fjY2NhvO3bNmCxx9/HNu2bUNraysmT56MxYsXYyDmRirZsH//ftTX1+PgwYN45ZVXMDw8jBtuuAH9/f1am3vvvRcvvvgitm/fjv379+PUqVO45ZZbshg10diYO9KLecPiJM8sXLhQ6uvrtdd+v18qKiqkoaEhi1GNDYDs2LFDex0IBMTj8cgjjzyiTevu7haXyyXPP/98FiIc25kzZwSA7N+/X0SCsRYWFsr27du1NsePHxcA0tLSkq0wicbE3JFZzBvWkldnBoaGhtDW1gav16tNU1UVXq8XLS0tWYwsMR0dHfD5fLrP4Xa7UVtba8nP0dPTAwCYNm0aAKCtrQ3Dw8O6+OfNm4eqqipLxk/E3JF5zBvWklfFwCeffAK/3x83Hnl5eTl8Pl+WokpcONZc+ByBQAD33HMPrr76alxyySUAgvE7nU6UlZXp2loxfiKAuSPTmDesx3I3KqLcUl9fj7fffhsHDhzIdihElCOYN6wnr84MzJgxAw6HI673aVdXFzweT5aiSlw4Vqt/jrVr1+Kll17C3r17tVtHA8H4h4aG0N3drWtvtfiJwpg7Mod5w5ryqhhwOp2oqalBc3OzNi0QCKC5uRl1dXVZjCwx1dXV8Hg8us/R29uL1tZWS3wOEcHatWuxY8cO7NmzB9XV1br5NTU1KCws1MXf3t6OkydPWiJ+oljMHenHvGFx2e7BmGpNTU3icrnk2WeflWPHjsmaNWukrKxMfD5ftkPT6evrkyNHjsiRI0cEgDz22GNy5MgR+fDDD0VEZPPmzVJWVia7du2SN998U5YtWybV1dVy/vz5LEcu8v3vf1/cbrfs27dPTp8+rT3OnTuntbnrrrukqqpK9uzZI4cPH5a6ujqpq6vLYtREY2PuSC/mDWvLu2JAROSJJ56QqqoqcTqdsnDhQjl48GC2Q4qzd+9eARD3WLlypYgEfyK0YcMGKS8vF5fLJYsWLZL29vbsBh1iFDcAeeaZZ7Q258+fl7vvvlumTp0qkyZNkptvvllOnz6dvaCJTGDuSB/mDWvjLYyJiIhsLq/6DBAREVHiWAwQERHZnOlxBgYGBjA0NJTOWIhoDE6nE0VFRdkOI2HMHUTZZSZ3mCoGBgYG4C6eiiFk/yY5RHbl8XjQ0dGRUwUBcwdR9pnJHaaKgaGhIQxhANco/4xC1QkoKhSHCqgKoChQVBVQFCD0r6I6tHnR06EAcISfR5YHwu0UiKoGL14okeVFUYLT1NBzBZHp4ecqINp7Qlsm3EZUBYLgWwXXg1C78HIITYuap0JbFkBUG+jaaO8RmhY/H/HLA6H4YLys0TwYt49/T4mbFnyItg0k9Bqx89XIdCWujUBRgv1NlZg2iiJQ1PA0Ce0W0XajQw1or9VQexXBdqoaiEwLTw8/VwQFaiC020T/gKBA9QeXRfC1qgTg0OYF4IBAUYLrD04PPUcAhaofCgQOJRBcDgj9KyhQRrR2DiUANdwOAagACpWR0LzgOiPzBE7Fr7V3hD6LA8HnhaFpqoJgvAAcCuCAElqvChUKVChwKApUBF/3nwWqaz7E0NBQThUD4dxxrWMpChQXlPAxGs4dDkdUflCgROcFRQEcDu0Yj0wPt1F107U8Eco5utcKYvKFouWNyDEfaudQYo7pmNyhGuQKXR7ST0NoWTE4pnXvYzg/uLi2znAcMTlm1PwzRg5BzHtCEcM8pOUNRK9LQvOg5YjonKJE5SAgkheAUF4IrTecEyI5R0K5ILxrw20iucOhBKLyi+hyhyN0rEc/wrmjIJRngnkimCuic0eh6tdyiKpAlzsKFb+WDyIxBP8t1PJHaNmoHBOc79fyRnD5gJY7CpURLW+E80X08wLFH1qvwAHR5Y7CqLwRzBWRR6HiCOUQFWf7BHNqPhg3dyQ0HHEBClGgFAKKCkVx6A/g8EE6ZjEQ/TzmoDdVDOgP8ISLAe0ASLwYGO3gMl0MxE4HDA/+MYsBo4PbMKYxigHd9CSLgfCBHdVGUQSqYTEgYxcDoXnjFQORA9i4GIg+wB1R87QD1LAYUCN/5KMOZkfoQButGAgexAIHlNA6g3+4gwemwKkg1A5RBzK09YYPaMcoxYDDoBhwKIkcqdYTzh1KVJ4I5g4Hov+oxxUDqgPR+UGXO1RVN33sYkA/P+FiIDp3JFgMGOWChIqB6FwEGOaYMXNCdA5CTDuzxUD4+xedO5IpBsL5IaYYiJ6nKvo//obFQHQeGacYCOeG0YqB8Gt9MSC63FGoqHHFQDgnBAuF6PwRWwwoWt5wQIEayhXReSS4LiWUEyK5o1CLQ18MRHKJvhgI547wfyocSjDHmcEOhERERDbHYoCIiMjmWAwQERHZHIsBIiIim2MxQEREZHMsBoiIiGyOxQAREZHNsRggIiKyuYQGHRrBMJTQSBSK+LXRKpTI6DzB1wEHtBFplNDIFdoAQVGDDkVGrQn+KwpE1ODIGrGDDgmC8xUFCCAyXTfYh6K9D0cgNGqX3hEIZYwRCBE16JCE24dGIJRxBh3CGCMQyhgjEAbGGYEwMMYIhCPjjkDoH3UEwuEJjUCImBEIoY1AmMtGMAyIGsofkS+mIo7IgRYIDToUnTuUqBEItelR+SaUN3R5QgnO070O54Rw7hhr0CExGHQIiOQOjkCIdI5AKFF5QxT9oEOiCBAagTBgMOiQjDECoYwzAqGMMQJhYIwRCP3jjEA4MuYIhH6MPQJhwHDQofFHIAznEOBsn7lBh0wVA06nEx6PBwd8LwH+0MQRU+snohTxeDxwOp3ZDiMh4dzxF9+L2Q6FyLbM5A5FREyVDcnceay3txeVlZXo7OxEaWlpQstmWy7HDuR2/LkcO5C++HnXwuTk+vcpm7jtkmelbZeyuxYCQFFRUdKJqLS0NOsbI1m5HDuQ2/HncuxA7sefKhPJHanE/ZE8brvk5cq2YwdCIiIim2MxQEREZHNpLQZcLhc2bdoEl8uVzrdJi1yOHcjt+HM5diD348833B/J47ZLXq5tO9MdCImIiCg/8TIBERGRzbEYICIisjkWA0RERDbHYoCIiMjmJlwMNDY2Yu7cuSgqKkJtbS0OHTo0Zvvt27dj3rx5KCoqwqWXXoo//vGPEw0haYnE/s4772DFihWYO3cuFEXB1q1bMxfoKBKJ/6mnnsK1116LqVOnYurUqfB6vePuq3RKJPY//OEPuPzyy1FWVobJkydjwYIF+O1vf5vBaOMl+r0Pa2pqgqIoWL58eXoDtJnPPvsM3/3ud1FaWoqysjKsXr0aZ8+OfUOHgYEB1NfXY/r06ZgyZQpWrFiBrq4ubf7f/vY33HbbbaisrERxcTG+9KUv4T//8z/T/VHSLtU5W0SwceNGzJo1C8XFxfB6vThx4kQ6P0LWpHLbDQ8P47777sOll16KyZMno6KiAv/6r/+KU6dOpftjGJMJaGpqEqfTKU8//bS88847cuedd0pZWZl0dXUZtn/99dfF4XDIli1b5NixY7J+/XopLCyUt956ayJhJCXR2A8dOiQ//vGP5fnnnxePxyM///nPMxtwjETj/853viONjY1y5MgROX78uKxatUrcbrd89NFHGY488dj37t0rf/jDH+TYsWPy3nvvydatW8XhcMju3bszHHlQovGHdXR0yOc+9zm59tprZdmyZZkJ1iaWLFki8+fPl4MHD8pf/vIXueiii+S2224bc5m77rpLKisrpbm5WQ4fPixXXnmlXHXVVdr8X/3qV/LDH/5Q9u3bJ++//7789re/leLiYnniiSfS/XHSJh05e/PmzeJ2u2Xnzp3yt7/9TW666Saprq6W8+fPZ+pjZUSqt113d7d4vV554YUX5N1335WWlhZZuHCh1NTUZPJjaSZUDCxcuFDq6+u1136/XyoqKqShocGw/a233irf+MY3dNNqa2vle9/73kTCSEqisUebM2dO1ouBicQvIjIyMiIlJSXy61//Ol0hjmqisYuIXHbZZbJ+/fp0hDeuZOIfGRmRq666Sn75y1/KypUrWQyk0LFjxwSAvPHGG9q0P/3pT6Ioivz97383XKa7u1sKCwtl+/bt2rTjx48LAGlpaRn1ve6++265/vrrUxd8hqU6ZwcCAfF4PPLII49o87u7u8Xlcsnzzz+fhk+QPZn4e3fo0CEBIB9++GFqgk5A0pcJhoaG0NbWBq/Xq01TVRVerxctLS2Gy7S0tOjaA8DixYtHbZ8uycRuJamI/9y5cxgeHsa0adPSFaahicYuImhubkZ7ezu+9rWvpTNUQ8nG/+CDD2LmzJlYvXp1JsK0lZaWFpSVleHyyy/Xpnm9XqiqitbWVsNl2traMDw8rNuP8+bNQ1VV1Zj7saenJ+PHTKqkI2d3dHTA5/Pp2rjdbtTW1uZELjUrU3/venp6oCgKysrKUhJ3IkzfqCjWJ598Ar/fj/Lyct308vJyvPvuu4bL+Hw+w/Y+ny/ZMJKSTOxWkor477vvPlRUVMR9WdMt2dh7enrwuc99DoODg3A4HHjyySfxT//0T+kON04y8R84cAC/+tWvcPTo0QxEaD8+nw8zZ87UTSsoKMC0adNGzS0+nw9OpzMu6Y6Vj/7nf/4HL7zwAl5++eWUxJ1p6cjZ4X+tkNfTKRN/7wYGBnDffffhtttuy8qNjfhrAhvavHkzmpqasGPHDkvcTc6MkpISHD16FG+88QZ++tOfYt26ddi3b1+2wxpXX18fbr/9djz11FOYMWNGtsPJKffffz8URRnzkani/e2338ayZcuwadMm3HDDDRl5T7KP4eFh3HrrrRAR/OIXv8hKDEmfGZgxYwYcDoeu9y0AdHV1wePxGC7j8XgSap8uycRuJROJ/9FHH8XmzZvx6quv4itf+Uo6wzSUbOyqquKiiy4CACxYsADHjx9HQ0MDrrvuunSGGyfR+N9//3188MEHWLp0qTYtEAgACP7vtb29HZ///OfTG3SO+tGPfoRVq1aN2ebCCy+Ex+PBmTNndNNHRkbw2WefjZmLhoaG0N3drTs7YLQfjx07hkWLFmHNmjVYv359Up/FCtKRs8P/dnV1YdasWbo2CxYsSGH02ZXOv3fhQuDDDz/Enj17sna746TPDDidTtTU1KC5uVmbFggE0NzcjLq6OsNl6urqdO0B4JVXXhm1fbokE7uVJBv/li1b8NBDD2H37t2666uZlKptHwgEMDg4mI4Qx5Ro/PPmzcNbb72Fo0ePao+bbroJ119/PY4ePYrKyspMhp9TLrjgAsybN2/Mh9PpRF1dHbq7u9HW1qYtu2fPHgQCAdTW1hquu6amBoWFhbr92N7ejpMnT+r24zvvvIPrr78eK1euxE9/+tP0fdgMSEfOrq6uhsfj0bXp7e1Fa2trTuRSs9L19y5cCJw4cQKvvvoqpk+fnp4PYMZEeh82NTWJy+WSZ599Vo4dOyZr1qyRsrIy8fl8IiJy++23y/3336+1f/3116WgoEAeffRROX78uGzatCmrPy1MJPbBwUE5cuSIHDlyRGbNmiU//vGP5ciRI3LixImMx55M/Js3bxan0ym///3v5fTp09qjr6/P8rH/7Gc/kz//+c/y/vvvy7Fjx+TRRx+VgoICeeqppzIeezLxx+KvCVJvyZIlctlll0lra6scOHBALr74Yt1PCz/66CP54he/KK2trdq0u+66S6qqqmTPnj1y+PBhqaurk7q6Om3+W2+9JRdccIH8y7/8i+6YOXPmTEY/WyqlI2dv3rxZysrKZNeuXfLmm2/KsmXL8vanhancdkNDQ3LTTTfJ7Nmz5ejRo7rv2ODgYMY/34SKARGRJ554QqqqqsTpdMrChQvl4MGD2ryvf/3rsnLlSl373/3ud/KFL3xBnE6nfPnLX5aXX355oiEkLZHYOzo6BEDc4+tf/3rmAw9JJP45c+YYxr9p06bMBy6Jxf7v//7vctFFF0lRUZFMnTpV6urqpKmpKQtRRyT6vY/GYiD1Pv30U7nttttkypQpUlpaKnfccYeu0A0fv3v37tWmnT9/Xu6++26ZOnWqTJo0SW6++WY5ffq0Nn/Tpk2Gx8ycOXMy+MlSL9U5OxAIyIYNG6S8vFxcLpcsWrRI2tvbM/FRMi6V2260vymx39NM4S2MiYiIbI6/JiAiIrI5FgNEREQ2x2KAiIjI5lgMEBER2RyLASIiIptjMUBERGRzLAaIiIhsjsUAERGRzbEYICIisjkWA0RERDbHYoCIiMjmWAwQERHZHIsBIiIim2MxQEREZHMsBoiIiGyOxQAREZHNsRggIiKyORYDRERENsdigIiIyOZYDBAREdkciwEiIiKbYzFARERkcywGiIiIbI7FABERkc0VZDuAVAoEAjh16hRKSkqgKEq2w6EcICLo6+tDRUUFVJW1sV0xd1Ci8i135FUxcOrUKVRWVmY7DMpBnZ2dmD17drbDoCxh7qBk5UvuyKtioKSkBABw5TX3o6DApU2XmEK/4Lw/blnFH0hrbJQ9yoh+38qR49rzEQzjAP6ofXfInsL7/5oXVqNgkjMyY+kpXbsP/q+FccsGXJK6QFK4qpTKpZMlsdvQbOwG7aRAv7KSEw7tuX9oAO1PP5g3uSOvioHw6b2CAhcKCoq06XHFQIFBMaCwGMhXiuj3tyiFUS9CbXhq2Na03DHJiYLJrqgZhbp2alER4rAYsJZUFgOF+pU5XI64NvmSO3L/QgcRERFNCIsBIiIim8urywRhzs8GUOCInN4Rh/40jjgMaiA1P071ULyAM+ZrXjdfeyojA8ChXRmOiKzq5GdlcAxELgUMPf453Xx12OA8frKn9o1SjlXTkFUvX5hhNnaDdsqwfof0fHlYex44PxzbPKfxzAAREZHNsRggIiKyORYDRERENpeXfQb8RQVQCiI/CVIkly940USNtf/53aBoI6cnIxD188HYS/gykf8+xX7VzH71rNqPwAqS3TZmt33ML87V/qifFg7E/8wwl/HMABERkc2xGCAiIrI5FgNEREQ2x2KAiIjI5vKyA6Eiwo5hRJQ4QeID7Exg7HvD9882oxjS3Ykx2fsJmNleqRzcyQr7J014ZoCIiMjmWAwQERHZXMaKgYaGBlxxxRUoKSnBzJkzsXz5crS3t+vaDAwMoL6+HtOnT8eUKVOwYsUKdHV1ZSpEIrIY5g2izMhYMbB//37U19fj4MGDeOWVVzA8PIwbbrgB/f39Wpt7770XL774IrZv3479+/fj1KlTuOWWWzIVIhFZDPMGUWYoItnpaffxxx9j5syZ2L9/P772ta+hp6cHF1xwAZ577jl885vfBAC8++67+NKXvoSWlhZceeWV466zt7cXbrcb113xbygoKBq3PdHIyAD2vfEz9PT0oLS0NNvh0DjSkTeASO6o2vww1KIxckcqs2U2RhZMtnNgKjsVpruDYob2UWBgACfvX583uSNrfQZ6enoAANOmTQMAtLW1YXh4GF6vV2szb948VFVVoaWlxXAdg4OD6O3t1T2IKH+lIm8AzB1EsbJSDAQCAdxzzz24+uqrcckllwAAfD4fnE4nysrKdG3Ly8vh8/kM19PQ0AC32609Kisr0x06EWVJqvIGwNxBFCsrxUB9fT3efvttNDU1TWg9DzzwAHp6erRHZ2dniiIkIqtJVd4AmDuIYmV80KG1a9fipZdewmuvvYbZs2dr0z0eD4aGhtDd3a2r8ru6uuDxeAzX5XK54HK50h0yEWVZKvMGwNxBFCtjZwZEBGvXrsWOHTuwZ88eVFdX6+bX1NSgsLAQzc3N2rT29nacPHkSdXV1mQqTiCwk63lDYh6KyUcy685EV26jWI3iMPO5k409lesyG2sy+2e09Wdyf2VQxs4M1NfX47nnnsOuXbtQUlKiXc9zu90oLi6G2+3G6tWrsW7dOkybNg2lpaX4wQ9+gLq6OtM9gokovzBvEGVGxoqBX/ziFwCA6667Tjf9mWeewapVqwAAP//5z6GqKlasWIHBwUEsXrwYTz75ZKZCJCKLYd4gyoyMFQNmhjMoKipCY2MjGhsbMxAREVkd8wZRZuTlXQuJiNJiIgPmZGOQITNSFZfZa+jJ3kXQ7PqTvQNirtxVMk14oyIiIiKbYzFARERkcywGiIiIbI7FABERkc2xAyERESUutsPdRDrXmen0ZzTNzHvmcae/VOKZASIiIptjMUBERGRzLAaIiIhsjsUAERGRzbEDIRGRWVYdRTDdzHTCm8i2MdMZMdmRC40kO5phHuOZASIiIptjMUBERGRzLAaIiIhsjn0GiIgyIdm76SV7p8SJ3GHRzHKpvJ6eym1DSeGZASIiIptjMUBERGRzLAaIiIhsjsUAERGRzbEDIRGRlaWy01+y0tlZ0GybZO9kmO7Oj3mCZwaIiIhsjsUAERGRzbEYICIisjkWA0RERDbHDoRERJmQK3c8THfnumQ7/RlJtjMixeGZASIiIptjMUBERGRzLAaIiIhsjsUAERGRzbEDIRFRmEDf4SzTtwo2K9kOd2bkSkdHIPOjLCqjPM8DPDNARERkcywGiIiIbI7FABERkc2xzwARUa5J9np1Nvo3mGGFGGyOZwaIiIhsjsUAERGRzWWsGHjttdewdOlSVFRUQFEU7Ny5UzdfRLBx40bMmjULxcXF8Hq9OHHiRKbCIyKLYu4gSr+MFQP9/f2YP38+GhsbDedv2bIFjz/+OLZt24bW1lZMnjwZixcvxsDAQKZCJCILYu4gSr+MdSC88cYbceONNxrOExFs3boV69evx7JlywAAv/nNb1BeXo6dO3fi29/+dqbCJCKLYe4wkOygQ+yoR6OwRJ+Bjo4O+Hw+eL1ebZrb7UZtbS1aWlpGXW5wcBC9vb26BxHZB3MHUWpYohjw+XwAgPLyct308vJybZ6RhoYGuN1u7VFZWZnWOInIWpg7iFLDEsVAsh544AH09PRoj87OzmyHREQ5gLmDSM8SxYDH4wEAdHV16aZ3dXVp84y4XC6UlpbqHkRkH8wdRKlhiWKguroaHo8Hzc3N2rTe3l60trairq4ui5ERkZXZNncoMQ+iCcrYrwnOnj2L9957T3vd0dGBo0ePYtq0aaiqqsI999yDhx9+GBdffDGqq6uxYcMGVFRUYPny5ZkKkYgsiLmDKP0yVgwcPnwY119/vfZ63bp1AICVK1fi2WefxU9+8hP09/djzZo16O7uxjXXXIPdu3ejqKgoUyESkQUxdxClnyIiRreuyEm9vb1wu9247op/Q0EBEwGNb2RkAPve+Bl6enp43djGwrmjquFhqNFFhJlT8Fa9+Q8lxsxfwqj9GhgYwMn71+dN7rBEnwEiIiLKHt7CmIjIrLw5j0qm2OgMD88MEBER2RyLASIiIptjMUBERGRz7DNARJQJyd5pMJl1p3r96cZtk3U8M0BERGRzLAaIiIhsjsUAERGRzbEYICIisjl2ICQiMsuqHdtyvUNcOuOfyLrT2bHRYnhmgIiIyOZYDBAREdkciwEiIiKbYzFARERkc+xASEQ0mgTvcZ+Sdtlm9s6MVvg8md4/MsrzPMAzA0RERDbHYoCIiMjmWAwQERHZHPsMEBGFKRj72rHRdeJkrx2bvZad7OBEqbymnWz/gHRfVzeKK/Y9JxJD7PqVMeblOJ4ZICIisjkWA0RERDbHYoCIiMjmWAwQERHZXF52IBRFgSiR3h2K5NnoEESUHgJ9h7OxOpAls+6xXo/GCncyzKUUmsrOlWO1y6VtYgLPDBAREdkciwEiIiKbYzFARERkcywGiIiIbC4vOxA6BkbgcAxrr/3FheMuw06GeSyg37eKP2D4nGjSKRUOV+T/SINT9d8df3F8nhCz/6XKsxHrLCHZuxYmeSdDZTiqY7o/v3YozwwQERHZHIsBIiIim2MxQEREZHMsBoiIiGwuLzsQDk0rQqCgSHtd0Nymm6/UfDluGSl0pD0uyo7YfTtc6tSej4xkOhqysuKPBQ5npFeaXNOjmz/Q7o5fqNCgU6GZvmVmbr9rFbnUVy6FtzAWp37h92/dpj3v7Qtg6vrk1201PDNARERkc5YsBhobGzF37lwUFRWhtrYWhw4dynZIRGRxzBtEybNcMfDCCy9g3bp12LRpE/76179i/vz5WLx4Mc6cOZPt0IjIopg3iCZGEbHWaDu1tbW44oor8F//9V8AgEAggMrKSvzgBz/A/fffP+ayvb29cLvd+P/+nwtRWhKpc/7XdSt07fzTJscvHDDYDGouXSgjAKb2o+Ozfu35iH8Qze9tRU9PD0pLS9MdHaXJRPIGEMkdVZsfhloU6W9U9q7+uzO0pCd2UZz70OB7k29jWdkgFSoG+2zKh/r/LzsXf6w9958bxNFvPpY3ucNSZwaGhobQ1tYGr9erTVNVFV6vFy0tLXHtBwcH0dvbq3sQkb0kmjcA5g6iWJYqBj755BP4/X6Ul5frppeXl8Pn88W1b2hogNvt1h6VlZWZCpWILCLRvAEwdxDFslQxkKgHHngAPT092qOzszPbIRFRDmDuINKz1DgDM2bMgMPhQFdXl256V1cXPB5PXHuXywWXy6W9Dnd/6D2rv/gz4h/UvfaPGIwpwD4D+cHEfpSo78NIIPjcYl1nKAGJ5g1g9NwRGBjQtfMP6b87/nP6XGK0THCiqdBzhw1SoVGfAf+g/v/L0fs//DxfcoeligGn04mamho0Nzdj+fLlAIIdgZqbm7F27dpxl+/r6wMAzPnqBzFztqY0Tso/fX19cLsNBpQhy5to3gAiueOj//3w2A2fnkiklPO2xU/Kl9xhqWIAANatW4eVK1fi8ssvx8KFC7F161b09/fjjjvuGHfZiooKdHZ2oqSkBH19faisrERnZ2fO9fTs7e1l7BkiIujr60NFRUW2Q6EJmEjeACK5Q0RQVVWVM9/faLl27EXLxdjzLXdYrhj41re+hY8//hgbN26Ez+fDggULsHv37rjOQUZUVcXs2bMBAIoSPK9VWlqaM1+uWIw9M/Khqre7ieQNIJI7wr8qyKXvbyzGnjn5lDssN85AqoR/N5yLvwFl7ETZkcvfX8ZOE5HTvyYgIiKiicvbYsDlcmHTpk26HsO5grETZUcuf38ZO01E3l4mICIiInPy9swAERERmcNigIiIyOZYDBAREdkciwEiIiKby8tioLGxEXPnzkVRURFqa2tx6NChbIcU57XXXsPSpUtRUVEBRVGwc+dO3XwRwcaNGzFr1iwUFxfD6/XixIkT2Qk2RkNDA6644gqUlJRg5syZWL58Odrb23VtBgYGUF9fj+nTp2PKlClYsWJF3NjxRFbD3JE+zBvWlnfFwAsvvIB169Zh06ZN+Otf/4r58+dj8eLFOHPmTLZD0+nv78f8+fPR2NhoOH/Lli14/PHHsW3bNrS2tmLy5MlYvHgxBoxuipJh+/fvR319PQ4ePIhXXnkFw8PDuOGGG9Df36+1uffee/Hiiy9i+/bt2L9/P06dOoVbbrkli1ETjY25I72YNyxO8szChQulvr5ee+33+6WiokIaGhqyGNXYAMiOHTu014FAQDwejzzyyCPatO7ubnG5XPL8889nIcKxnTlzRgDI/v37RSQYa2FhoWzfvl1rc/z4cQEgLS0t2QqTaEzMHZnFvGEteXVmYGhoCG1tbfB6vdo0VVXh9XrR0tKSxcgS09HRAZ/Pp/scbrcbtbW1lvwcPT09AIBp06YBANra2jA8PKyLf968eaiqqrJk/ETMHZnHvGEteVUMfPLJJ/D7/XE3JykvL4fP58tSVIkLx5oLnyMQCOCee+7B1VdfjUsuuQRAMH6n04mysjJdWyvGTwQwd2Qa84b1WO6uhZRb6uvr8fbbb+PAgQPZDoWIcgTzhvXk1ZmBGTNmwOFwxPU+7erqgsfjyVJUiQvHavXPsXbtWrz00kvYu3evdutoIBj/0NAQuru7de2tFj9RGHNH5jBvWFNeFQNOpxM1NTVobm7WpgUCATQ3N6Ouri6LkSWmuroaHo9H9zl6e3vR2tpqic8hIli7di127NiBPXv2oLq6Wje/pqYGhYWFuvjb29tx8uRJS8RPFIu5I/2YNywu2z0YU62pqUlcLpc8++yzcuzYMVmzZo2UlZWJz+fLdmg6fX19cuTIETly5IgAkMcee0yOHDkiH374oYiIbN68WcrKymTXrl3y5ptvyrJly6S6ulrOnz+f5chFvv/974vb7ZZ9+/bJ6dOntce5c+e0NnfddZdUVVXJnj175PDhw1JXVyd1dXVZjJpobMwd6cW8YW15VwyIiDzxxBNSVVUlTqdTFi5cKAcPHsx2SHH27t0rAOIeK1euFJHgT4Q2bNgg5eXl4nK5ZNGiRdLe3p7doEOM4gYgzzzzjNbm/Pnzcvfdd8vUqVNl0qRJcvPNN8vp06ezFzSRCcwd6cO8YW28hTEREZHN5VWfASIiIkociwEiIiKbMz3OwMDAAIaGhtIZCxGNwel0oqioKNthJIy5gyi7zOQOU8XAwMAA3MVTMYTs3ySHyK48Hg86OjpyqiBg7iDKPjO5w1QxMDQ0hCEM4Brln1GoOgFFheJQAVUBFAWKqgKKAoT+VVSHNi96OhQAjvDzyPJAuJ0CUdXgxQslsrwoSnCaGnquIDI9/FwFRHtPaMuE24iqQBB8q+B6EGoXXg6haVHzVGjLAohqA10b7T1C0+LnI355IBQfjJc1mgfj9vHvKXHTgg/RtoGEXiN2vhqZrsS1EShKsL+pEtNGUQSKGp4mod0i2m50qAHttRpqryLYTlUDkWnh6eHniqBADYR2m+gfEBSo/uCyCL5WlQAc2rwAHBAoSnD9wemh5wigUPVDgcChBILLAaF/BQXKiNbOoQSghtshABVAoTISmhdcZ2SewKn4tfaO0GdxIPi8MDRNVRCMF4BDARxQQutVoUKBCgUORYGK4Ov+s0B1zYcYGhrKqWIgnDuudSxFgeKCEj5Gw7nD4YjKDwqU6LygKIDDoR3jkenhNqpuupYnQjlH91pBTL5QtLwROeZD7RxKzDEdkztUg1yhy0P6aQgtKwbHtO59DOcHF9fWGY4jJseMmn/GyCGIeU8oYpiHtLyB6HVJaB60HBGdU5SoHARE8gIQyguh9YZzQiTnSCgXhHdtuE0kdziUQFR+EV3ucISO9ehHOHcUhPJMME8Ec0V07ihU/VoOURXockeh4tfyQSSG4L+FWv4ILRuVY4Lz/VreCC4f0HJHoTKi5Y1wvoh+XqD4Q+sVOCC63FEYlTeCuSLyKFQcoRyi4myfYE7NB+PmjoSGIy5AIQqUQkBRoSgO/QEcPkjHLAain8cc9KaKAf0BnnAxoB0AiRcDox1cpouB2OmA4cE/ZjFgdHAbxjRGMaCbnmQxED6wo9ooikA1LAZk7GIgNG+8YiByABsXA9EHuCNqnnaAGhYDauSPfNTB7AgdaKMVA8GDWOCAElpn8A938MAUOBWE2iHqQIa23vAB7RilGHAYFAMOJZEj1XrCuUOJyhPB3OFA9B/1uGJAdSA6P+hyh6rqpo9dDOjnJ1wMROeOBIsBo1yQUDEQnYsAwxwzZk6IzkGIaWe2GAh//6JzRzLFQDg/xBQD0fNURf/H37AYiM4j4xQD4dwwWjEQfq0vBkSXOwoVNa4YCOeEYKEQnT9iiwFFyxsOKFBDuSI6jwTXpYRyQiR3FGpx6IuBSC7RFwPh3BH+T4VDCeY4M9iBkIiIyOZYDBAREdkciwEiIiKbYzFARERkcywGiIiIbI7FABERkc2xGCAiIrK5hMYZGMEwlNCPTxXxaz9QVSI/yA++Djig/QhdCf1YVRsTIGqcgcgP1YP/igIRNfhj2thxBgTB+YoCBBCZrvt9r6K9DwcdMmqX3kGHZIxBhxA1zoCE24cGHZJxxhnAGIMOyRiDDgXGGXQoMMagQyPjDjrkH3XQoeEJDTqEmEGHoA06lMtGMAyIGsofkS+mIo7IgRYIjTMQnTuUqEGHtOlR+SaUN3R5QgnO070O54Rw7hhrnAExGGcAiOQODjqEdA46JFF5QxT9OAOiCBAadChgMM6AjDHokIwz6JCMMehQYIxBh/zjDDo0MuagQ36MPehQwHCcgfEHHQrnEOBsn7lxBkwVA06nEx6PBwd8LwH+0MQRU+snohTxeDxwOp3ZDiMh4dzxF9+L2Q6FyLbM5A5FREyVDVa72Uhvby8qKyvR2dmJ0tLSbIeTN7hdUy9V25Q3Kso8ux8Pdv/8QH5sg5TdqAgAioqKLJmISktLc3YHWRm3a+rZdZtaNXckwq77Lszunx/I/23ADoREREQ2x2KAiIjI5nK2GHC5XNi0aRNcLle2Q8kr3K6px22au+y+7+z++QH7bAPTHQiJiIgoP+XsmQEiIiJKDRYDRERENsdigIiIyOZYDBAREdmcpYuBxsZGzJ07F0VFRaitrcWhQ4fGbL99+3bMmzcPRUVFuPTSS/HHP/4xQ5HmlkS261NPPYVrr70WU6dOxdSpU+H1esfdD3aU6Hc1rKmpCYqiYPny5ekNkAx99tln+O53v4vS0lKUlZVh9erVOHt27BtBDAwMoL6+HtOnT8eUKVOwYsUKdHV16dooihL3aGpqSudHMS3VeVVEsHHjRsyaNQvFxcXwer04ceJEOj/ChKT6869atSpuXy9ZsiSdHyE9xKKamprE6XTK008/Le+8847ceeedUlZWJl1dXYbtX3/9dXE4HLJlyxY5duyYrF+/XgoLC+Wtt97KcOTWluh2/c53viONjY1y5MgROX78uKxatUrcbrd89NFHGY7cuhLdpmEdHR3yuc99Tq699lpZtmxZZoIlnSVLlsj8+fPl4MGD8pe//EUuuugiue2228Zc5q677pLKykppbm6Ww4cPy5VXXilXXXWVrg0AeeaZZ+T06dPa4/z58+n8KKakI69u3rxZ3G637Ny5U/72t7/JTTfdJNXV1Zb4vLHS8flXrlwpS5Ys0e3rzz77LFMfKWUsWwwsXLhQ6uvrtdd+v18qKiqkoaHBsP2tt94q3/jGN3TTamtr5Xvf+15a48w1iW7XWCMjI1JSUiK//vWv0xVizklmm46MjMhVV10lv/zlL2XlypUsBrLg2LFjAkDeeOMNbdqf/vQnURRF/v73vxsu093dLYWFhbJ9+3Zt2vHjxwWAtLS0aNMAyI4dO9IWe7JSnVcDgYB4PB555JFHtPnd3d3icrnk+eefT8MnmJh0/F3Jl+PXkpcJhoaG0NbWBq/Xq01TVRVerxctLS2Gy7S0tOjaA8DixYtHbW9HyWzXWOfOncPw8DCmTZuWrjBzSrLb9MEHH8TMmTOxevXqTIRJBlpaWlBWVobLL79cm+b1eqGqKlpbWw2XaWtrw/DwsG5/z5s3D1VVVXH7u76+HjNmzMDChQvx9NNPQ7I8pEs68mpHRwd8Pp+ujdvtRm1treVybzr/ruzbtw8zZ87EF7/4RXz/+9/Hp59+mvoPkGamb1SUSZ988gn8fj/Ky8t108vLy/Huu+8aLuPz+Qzb+3y+tMWZa5LZrrHuu+8+VFRUxB0gdpXMNj1w4AB+9atf4ejRoxmIkEbj8/kwc+ZM3bSCggJMmzZt1Lzh8/ngdDpRVlammx6bax588EH84z/+IyZNmoQ///nPuPvuu3H27Fn88Ic/TPnnMCsdeTX8by7k3nT9XVmyZAluueUWVFdX4/3338e//du/4cYbb0RLSwscDkfqP0iaWLIYIGvavHkzmpqasG/fvpy/C1229PX14fbbb8dTTz2FGTNmZDucvHT//ffjP/7jP8Zsc/z48bTGsGHDBu35ZZddhv7+fjzyyCNZLQYoPb797W9rzy+99FJ85Stfwec//3ns27cPixYtymJkibFkMTBjxgw4HI64HrpdXV3weDyGy3g8noTa21Ey2zXs0UcfxebNm/Hqq6/iK1/5SjrDzCmJbtP3338fH3zwAZYuXapNCwQCAIL/K21vb8fnP//59Aad5370ox9h1apVY7a58MIL4fF4cObMGd30kZERfPbZZ2PmmaGhIXR3d+vODox3DNXW1uKhhx7C4OBg1sa4T0deDf/b1dWFWbNm6dosWLAghdFPXKb+rlx44YWYMWMG3nvvvZwqBizZZ8DpdKKmpgbNzc3atEAggObmZtTV1RkuU1dXp2sPAK+88sqo7e0ome0KAFu2bMFDDz2E3bt3666vUuLbdN68eXjrrbdw9OhR7XHTTTfh+uuvx9GjR1FZWZnJ8PPSBRdcgHnz5o35cDqdqKurQ3d3N9ra2rRl9+zZg0AggNraWsN119TUoLCwULe/29vbcfLkyTGPoaNHj2Lq1KlZvdlNOvJqdXU1PB6Prk1vby9aW1stl3sz9Xflo48+wqeffqorjnJCtnswjqapqUlcLpc8++yzcuzYMVmzZo2UlZWJz+cTEZHbb79d7r//fq3966+/LgUFBfLoo4/K8ePHZdOmTfxpoYFEt+vmzZvF6XTK73//e91PZ/r6+rL1ESwn0W0aK196I+eiJUuWyGWXXSatra1y4MABufjii3U/Lfzoo4/ki1/8orS2tmrT7rrrLqmqqpI9e/bI4cOHpa6uTurq6rT5//3f/y1PPfWUvPXWW3LixAl58sknZdKkSbJx48aMfjYj6cirmzdvlrKyMtm1a5e8+eabsmzZMkv/tDCVn7+vr09+/OMfS0tLi3R0dMirr74qX/3qV+Xiiy+WgYGBrHzGZFm2GBAReeKJJ6SqqkqcTqcsXLhQDh48qM37+te/LitXrtS1/93vfidf+MIXxOl0ype//GV5+eWXMxxxbkhku86ZM0cAxD02bdqU+cAtLNHvajQWA9nz6aefym233SZTpkyR0tJSueOOO3SFbkdHhwCQvXv3atPOnz8vd999t0ydOlUmTZokN998s5w+fVqb/6c//UkWLFggU6ZMkcmTJ8v8+fNl27Zt4vf7M/nRRpXqvBoIBGTDhg1SXl4uLpdLFi1aJO3t7Zn4KElJ5ec/d+6c3HDDDXLBBRdIYWGhzJkzR+68806tuMglvIUxERGRzVmyzwARERFlDosBIiIim2MxQEREZHMsBoiIiGyOxQAREZHNsRggIiKyORYDRERENsdigIiIyOZYDBAREdkciwEiIiKbYzFARERkcywGiIiIbO7/B2pJyZrniVrXAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "P, Q = 30, 25\n",
    "# P, Q = M, N\n",
    "# u = np.arange(-3*P, 3*P)/P\n",
    "# v = np.arange(-3*Q, 3*Q)/Q\n",
    "u = fft.fftfreq(P)*P\n",
    "v = fft.fftfreq(Q)*Q\n",
    "ui, vi = np.meshgrid(u, v)\n",
    "factor = np.exp(-2j*np.pi*(ui[..., None]*x+vi[..., None]*y))\n",
    "wi = np.mean(z*factor, axis=-1)\n",
    "wi /= ((np.power(ui, 2)+np.power(vi, 2))/1+1)\n",
    "\n",
    "plt.subplot(2,2,1)\n",
    "plt.imshow(wi.real, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n",
    "plt.subplot(2,2,2)\n",
    "plt.imshow(wi.imag, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n",
    "# plt.subplot(2,2,3)\n",
    "# plt.imshow(ui)\n",
    "# plt.colorbar(orientation='horizontal')\n",
    "# plt.subplot(2,2,4)\n",
    "# plt.imshow(vi)\n",
    "# plt.colorbar(orientation='horizontal')\n",
    "\n",
    "factor = np.exp(-2j*np.pi*(ui[..., None, None]*gridx+vi[..., None, None]*gridy))\n",
    "gridw = np.mean(gridz*factor, axis=(-1, -2))\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.imshow(gridw.real, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n",
    "plt.subplot(2,2,4)\n",
    "plt.imshow(gridw.imag, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f5231fbb670>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xp = np.arange(P)/P\n",
    "yp = np.arange(Q)/Q\n",
    "Xp, Yp = np.meshgrid(xp, yp)\n",
    "\n",
    "factor = np.exp(2j*np.pi*(ui[..., None, None]*Xp+vi[..., None, None]*Yp))\n",
    "\n",
    "zp = np.sum(gridw[..., None, None]*factor, axis=(0, 1))\n",
    "\n",
    "plt.subplot(2,2,1)\n",
    "plt.imshow(zp.real, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n",
    "plt.subplot(2,2,2)\n",
    "plt.imshow(zp.imag, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n",
    "\n",
    "zp = np.sum(wi[..., None, None]*factor, axis=(0, 1))\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "plt.imshow(zp.real, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')\n",
    "plt.subplot(2,2,4)\n",
    "plt.imshow(zp.imag, origin='lower')\n",
    "plt.colorbar(orientation='horizontal')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
